{"product_id":"machine-learning-with-spark-and-python-by-michael-bowles-9781119561934","title":"Machine Learning with Spark and Python","description":"\u003cdiv class=\"book-description\"\u003e\n\u003cp\u003e\u003ci\u003eMachine Learning with Spark and Python: Essential Techniques for Predictive Analytics, Second Edition\u003c\/i\u003e simplifies machine learning for practical uses by focusing on two key algorithms. This new second edition is enhanced with the addition of Spark, a machine learning framework from the Apache foundation. By implementing Spark, machine learning students can easily process much larger data sets and call the Spark algorithms using ordinary Python code.\u003c\/p\u003e\n\n\u003cp\u003e\u003ci\u003eMachine Learning with Spark and Python\u003c\/i\u003e focuses on two algorithm families—linear methods and ensemble methods—that effectively predict outcomes. This type of problem covers many use cases such as determining which ad to place on a web page, predicting prices in securities markets, or detecting credit card fraud. The concentration on these two families allows for comprehensive descriptions of the mechanisms at work within the algorithms.\u003c\/p\u003e\n\n\u003cp\u003eThe accompanying code examples serve to illustrate the workings of the machinery with specific, hackable code, making the concepts accessible and applicable for students and professionals alike.\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Unknown","offers":[{"title":"Default Title","offer_id":47000678203628,"sku":"9781119561934","price":110.0,"currency_code":"NZD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0705\/7784\/8556\/files\/9cac30f20ae63519989f8745ecad7f93.jpg?v=1773004797","url":"https:\/\/bookhero.pro\/products\/machine-learning-with-spark-and-python-by-michael-bowles-9781119561934","provider":"Book Hero","version":"1.0","type":"link"}